Distributed data parallel training using Pytorch on AWS
In this post, I’ll describe how to use distributed data parallel techniques on multiple AWS GPU servers to speed up Machine Learning (ML) training. Along […]
Articles by ankur6ue
Pipelining data processing and host-to-device data transfer
The purpose of this post is to show how to use multi-threading to parallelize data processing with data transfer from pageable to page-locked memory. I […]
Finnish Healthcare
During my recent visit to Helsinki, Finland, I became an uncle. My congratulations and best wishes to my brother Abhishek and sister in law Ashima […]
My experience with home ownership
On Thursday this week (1/17/2019), I sold my my house in Laurel. This marked the end of a 12 year story that began in June […]
Neural Network Loss Visualization
Plotting its shape helps in understanding the properties and behaviour of a function. Unfortunately since we live in a 3D world, we can’t visualize functions […]
Wrapping a Python Application into a Web Service using mod_wsgi and gunicorn
So you developed a cool AI algorithm and want to show it off through a web service? You know a lot about AI algorithms and […]
Understanding Matrix Multiplication on a Weight-Stationary Systolic Architecture
If you follow the hardware for deep learning space, you may have heard of the term “systolic array”. A 2D systolic array forms the heart […]
Europe Trip (7/9/2018 – 7/23/2018)
This is my first travel blog on my own website. My previous travel blogs are all on Facebook which I will gradually port to this […]
Understanding Roofline Charts
The purpose of this post is to discuss my current understanding of roofline charts. Let me lay some background first. Before I got into machine […]
Data Augmentation in SSD (Single Shot Detector)
Over the past few days, I have been investigating how SSD (Single Shot Detector), an object detector introduced in the following paper in Dec 2016 […]